R Crawler 2
Miao Chien
10/19
使用 RStudio 與下載示範檔案
使用 RStudio 與下載示範檔案
進入這個專案的 github
Clone or download > Download ZIP
使用 RStudio 與下載示範檔案
Step1. 將 ZIP 檔解壓縮至指定工作路徑
Step2. 開啟 RStudio File > New Project…
使用 RStudio 與下載示範檔案
Step3. 選擇 Existing Directory
使用 RStudio 與下載示範檔案
Step4. 讀入指定的工作路徑
所需套件
Pipeline Coding
{magrittr}
Crawler’s toolkits in R
{rvest}: a web scraper based on httr and xml2{httr}: toolkit of HTTP methods in R{XML}: XML parser{xml2}: xml parser based on libxml2
Data manipulation
{stringr}: string manipulaiton{data.table}: extension of data.frame, a powerful ETL tool in R
安裝所需套件
程式碼在 install_packages.R
pkg_list <- c("magrittr", "httr", "rvest", "stringr", "data.table","jsonlite", "RSQLite", "devtools")
pkg_new <- pkg_list[!(pkg_list %in% installed.packages()[,"Package"])]
if(length(pkg_new)) install.packages(pkg_new)
if("xmlview" %in% pkg_new) {devtools::install_github("hrbrmstr/xmlview")}
if("data.table" %in% pkg_new) {
install.packages("data.table", type = "source",
repos = "https://Rdatatable.github.io/data.table")
} else if (packageDescription("data.table")$Version < "1.9.7") {
install.packages("data.table", type = "source",
repos = "https://Rdatatable.github.io/data.table")
}
rm(pkg_new, pkg_list)
好用套件介紹：magrittr
好用套件介紹：magrittr
把左手邊的參數用 pipeline 「 %>% 」傳送到右手邊的函式中
RStudio 輸入快捷鍵：
- Windows & Linux：Ctrl + Shift + M
- Mac：⌘+ ⇧ + M
Use the dot . as placeholder in a expression.
- x %>% f is equivalent to f(x)
- x %>% f(y) is equivalent to f(x, y)
- x %>% f %>% g %>% h is equivalent to h(g(f(x)))
- x %>% f(y, .) is equivalent to f(y, x)
- x %>% f(y, z = .) is equivalent to f(y, z = x)
好用套件介紹：magrittr
一般寫法
a = 1:3
df = data.frame(a, b=a^2)
rownames(df) = LETTERS[1:3]
vals = lm(b ~ a, data = df)
vals
Call:
lm(formula = b ~ a, data = df)
Coefficients:
(Intercept) a
-3.333 4.000
pipe chain 版本
library(magrittr)
1:3 %>%
data.frame(a = ., b = .^2) %>%
set_rownames(LETTERS[1:3]) %>%
lm(b ~ a, data = .)
Call:
lm(formula = b ~ a, data = .)
Coefficients:
(Intercept) a
-3.333 4.000
好用套件介紹：magrittr
配合視覺化作圖
library(plotly)
kd = with(MASS::geyser,
MASS::kde2d(duration, waiting, n = 50))
p =
plot_ly(x = kd$x, y = kd$y, z = kd$z) %>%
add_surface()
好用套件介紹：data.table
好用套件介紹：data.table
建立 data.table
library(data.table)
dt = data.table(mtcars)
dt %<>%
data.table(name = rownames(mtcars), .)
dt
name mpg cyl disp hp drat wt qsec vs am gear
1: Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4
2: Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4
3: Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4
4: Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3
5: Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3
6: Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 3
7: Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3
8: Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 4
9: Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 4
10: Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 4
11: Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 4
12: Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3
13: Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3
14: Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3
15: Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3
16: Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3
17: Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3
18: Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 4
19: Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 4
20: Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 4
21: Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 3
22: Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3
23: AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3
24: Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3
25: Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3
26: Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 4
27: Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 5
28: Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 5
29: Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5
30: Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 5
31: Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5
32: Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 4
name mpg cyl disp hp drat wt qsec vs am gear
carb
1: 4
2: 4
3: 1
4: 1
5: 2
6: 1
7: 4
8: 2
9: 2
10: 4
11: 4
12: 3
13: 3
14: 3
15: 4
16: 4
17: 4
18: 1
19: 2
20: 1
21: 1
22: 2
23: 2
24: 4
25: 2
26: 1
27: 2
28: 2
29: 4
30: 6
31: 8
32: 2
carb
好用套件介紹：data.table
篩選與排序
dt %>%
.[mpg>22 & mpg<27] %>%
.[order(mpg)]
name mpg cyl disp hp drat wt qsec vs am gear carb
1: Datsun 710 22.8 4 108.0 93 3.85 2.32 18.61 1 1 4 1
2: Merc 230 22.8 4 140.8 95 3.92 3.15 22.90 1 0 4 2
3: Merc 240D 24.4 4 146.7 62 3.69 3.19 20.00 1 0 4 2
4: Porsche 914-2 26.0 4 120.3 91 4.43 2.14 16.70 0 1 5 2
快速運算並建立新欄位
dt %>%
.[,.(mpg, indexX=gear*disp)]
mpg indexX
1: 21.0 640.0
2: 21.0 640.0
3: 22.8 432.0
4: 21.4 774.0
5: 18.7 1080.0
6: 18.1 675.0
7: 14.3 1080.0
8: 24.4 586.8
9: 22.8 563.2
10: 19.2 670.4
11: 17.8 670.4
12: 16.4 827.4
13: 17.3 827.4
14: 15.2 827.4
15: 10.4 1416.0
16: 10.4 1380.0
17: 14.7 1320.0
18: 32.4 314.8
19: 30.4 302.8
20: 33.9 284.4
21: 21.5 360.3
22: 15.5 954.0
23: 15.2 912.0
24: 13.3 1050.0
25: 19.2 1200.0
26: 27.3 316.0
27: 26.0 601.5
28: 30.4 475.5
29: 15.8 1755.0
30: 19.7 725.0
31: 15.0 1505.0
32: 21.4 484.0
mpg indexX
好用套件介紹：data.table
分組計算個數
dt %>%
.[,.(Count=.N), by=.(gear, carb)]
gear carb Count
1: 4 4 4
2: 4 1 4
3: 3 1 3
4: 3 2 4
5: 3 4 5
6: 4 2 4
7: 3 3 3
8: 5 2 2
9: 5 4 1
10: 5 6 1
11: 5 8 1
分組敘述統計
dt %>%
.[,.(disp_Mean=mean(disp), disp_SD=sd(disp)), by=.(gear)]
gear disp_Mean disp_SD
1: 4 123.0167 38.90926
2: 3 326.3000 94.85274
3: 5 202.4800 115.49064
再看一次爬蟲流程
再看一次爬蟲流程
Step1. Data：找出資料藏在哪個 request 裡
- 找到資料頁，想像資料要長什麼樣子，設想產出的資料格式(schema)
- 觀察網頁內容，找到資料所在的 request/response，再一層層往上解析，套上判斷式及迴圈， 完成爬蟲的自動化
Step2. Connector：拿取資料
- 發送 HTTP request
- 取得 HTTP response
Step3. Parser：解析所得資料
- 解析結構化資料（HTML、JSON）
- 解析非結構化資料（strings）
Step4. Data：資料處理與儲存
先來看看一個完整的範例
Step3. 建立一個叫做 getTable 的爬蟲函式，可以對每個 url 進行下載
getTable = function(url){
# Connector: 用 httr::GET() 對目標網址發送 HTTP request
res = GET(url)
# Connetor: 用 httr::content() 取得 HTTP response 的 xml_document
doc = content(res, as = "parsed", encoding = "utf-8")
# Parser: 用 rvest::html_nodes() 解析 xml_document
a = doc %>%
html_nodes(xpath = "//tr/td/div/div//div") %>%
html_text()
# Data: 資料處理與儲存
name = main = addr = vector()
for(i in 1:length(a)){
name = c(a[2+4*(i-1)], name)
main = c(a[3+4*(i-1)], main)
addr = c(a[4+4*(i-1)], addr)
}
table = data.table("name"= name,
"deities"= main,
"addr"= addr) %>% na.omit
return(table)
}
將 getTable 函式套用在一開始創造的 urls 上，下載所有網址的資料表格
table =
lapply(urls, getTable) %>% # 用 lapply 套用函式 getTable 在 urls 上
do.call(rbind, .) %>% # 將結果 rbind 在一起
.[!duplicated(., by=c("name", "addr"))] # 移除重複的值
table
name deities addr
1: 二二八公園福德宮 土地公 臺北市中正區懷寧街109號
2: 長慶廟 福德正神 臺北市中正區晉江街34號
3: 蓮雲禪苑 釋迦牟尼佛 臺北市中正區連雲街74巷5號
4: 南福宮 天上聖母 臺北市中正區和平西路一段55巷1號
5: 光華寺 觀音菩薩 臺北市中正區水源路157號
---
264: 天恩宮 彌勒古佛 臺北市文山區指南路38巷37之2號
265: 樟山寺 千手觀音 臺北市文山區老泉街45巷29號
266: 木柵集應廟 保儀尊王 臺北市文山區保儀路76號
267: 指南宮 孚佑帝君 臺北市文山區萬壽路115號
268: 木柵忠順廟 保儀尊王 臺北市文山區中崙街13號
儲存資料
write.csv(table, file = "tpe_temple.csv")
【Connection】發送 HTTP request : GET Method
起手式
library(httr)
res <- GET(
url = "http://httpbin.org/get",
add_headers(a = 1, b = 2),
set_cookies(c = 1, d = 2),
query = list(q="hihi")
)
res
Response [http://httpbin.org/get?q=hihi]
Date: 2016-10-26 03:10
Status: 200
Content-Type: application/json
Size: 381 B
{
"args": {
"q": "hihi"
},
"headers": {
"A": "1",
"Accept": "application/json, text/xml, application/xml, */*",
"Accept-Encoding": "gzip, deflate",
"B": "2",
"Cookie": "c=1;d=2",
...
【Connection】發送 HTTP request : GET Method
GET Method 示範：PTT Gossiping
程式碼放在 Gossiping.R
library(magrittr)
library(httr)
library(rvest)
url <- "https://www.ptt.cc/bbs/Gossiping/index.html"
res <- GET(url, set_cookies(over18="1")) # over18 cookie
res %>%
content(as = "text", encoding = "UTF-8") %>%
`Encoding<-`("UTF-8") %>%
read_html %>%
html_nodes(css = ".title a") %>%
html_text()
[1] "Re: [新聞] 陸客人潮銳減 士林夜市爆店面退租潮"
[2] "[問卦] 會計師的槍（無雷）"
[3] "[問卦] AA到底錯在哪???"
[4] "Re: [問卦] 蘇美都還沒出手 怎麼人渣就先崩了?"
[5] "[新聞] 韓國瑜嗆段宜康吞曲棍球 柯p：曲棍球多大"
[6] "[公告] 八卦板板規(2016.08.16)"
[7] "[爆卦] 10/25拒砍七天假大遊行"
[8] "[協尋]10/17高雄市中山一路與大同一路行車紀錄器"
[9] "[協尋] 幫高調-協尋車號AJF-3090 鐵灰馬5"
[10] "[公告] 十月份置底懶叫閒聊區^Q^"
【Connection】發送 HTTP request : POST Method
起手式
library(httr)
res <- POST(url = "http://httpbin.org/post",
add_headers(a = 1, b = 2),
set_cookies(c = 1, d = 2),
body = "x=hello&y=hihi") # raw string (need URLencode)
res <- POST(url = "http://httpbin.org/post",
add_headers(a = 1, b = 2),
set_cookies(c = 1, d = 2),
body = list(x = "hello",
y = "hihi"), # form data as list
encode = "form")
res
Response [http://httpbin.org/post]
Date: 2016-10-26 03:10
Status: 200
Content-Type: application/json
Size: 544 B
{
"args": {},
"data": "",
"files": {},
"form": {
"x": "hello",
"y": "hihi"
},
"headers": {
"A": "1",
...
【Connection】發送 HTTP request : POST Method
【Connection】發送 HTTP request : 記得帶上通行證
Cookies
某些網站為了辨別用戶身分而儲存在用戶端（Client Side）上的資料
- Chrome extension EditThisCookie
set_cookies(a = 1, b = 2)
set_cookies(.cookies = c(a = "1", b = "2"))
舉例：
library(httr)
url <- "https://www.ptt.cc/bbs/Gossiping/index.html"
res <- GET(url, set_cookies('over18'='1')) # over18 cookie
【Connection】發送 HTTP request : 記得帶上通行證
Set Header
有時候發出 Request 時，需要提供 HTTP header 才會被放行
add_headers(a = 1, b = 2)
add_headers(.headers = c(a = "1", b = "2"))
Set_header 示範：全家便利商店店舖查詢
【Connection】發送 HTTP request : 檢查是否通行成功
Status Code
用 http_status() 函式取得連線狀態
url <- "https://www.ptt.cc/bbs/Gossiping/index.html"
res <- GET(url,
set_cookies('over18'='1')) # over18 cookie
http_status(res)
$category
[1] "Success"
$reason
[1] "OK"
$message
[1] "Success: (200) OK"
或者使用 status_code() 取得 http 狀態碼
res$status_code
[1] 200
status_code(res)
[1] 200
建議在寫爬蟲 function 時，可以將連線狀態的異常診斷函式加入 function 中，一旦連線出現異常，函式即會中斷並且出現提醒
warn_for_status(res)
stop_for_status(res)
【Connection】取得 HTTP request body
The Response Body
透過 httr::content() 取得 request body 有三種方法：
【Connection】取得 HTTP request body
The Response Body
raw request body
library(jpeg)
res <- GET("https://dl.dropboxusercontent.com/u/34850909/Blogger/template/cover/cover-cat.jpg")
bin = content(res, as = "raw", encoding="utf8")
pic = readJPEG(bin)
# writeJPEG(pic, target="pic.jpg")
【Connection】取得 HTTP request body
The Response Body
text request body
res = GET("https://www.ptt.cc/bbs/joke/M.1457839459.A.14A.html")
content(res, as = "text", encoding = "UTF-8") %>% `Encoding<-`("UTF-8") %>% head(100)
[1] "<!DOCTYPE html>\n<html>\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\n<title>[猜謎] 軟糖哭了會變成什麼? - 看板 joke - 批踢踢實業坊</title>\n<meta name=\"robots\" content=\"all\">\n<meta name=\"keywords\" content=\"Ptt BBS 批踢踢\">\n<meta name=\"description\" content=\"\n軟糖哭了會變成什麼?\n\n\n\n\">\n<meta property=\"og:site_name\" content=\"Ptt 批踢踢實業坊\">\n<meta property=\"og:title\" content=\"[猜謎] 軟糖哭了會變成什麼?\">\n<meta property=\"og:description\" content=\"\n軟糖哭了會變成什麼?\n\n\n\n\">\n<link rel=\"canonical\" href=\"https://www.ptt.cc/bbs/joke/M.1457839459.A.14A.html\">\n\n<link rel=\"stylesheet\" type=\"text/css\" href=\"//images.ptt.cc/v2.20/bbs-common.css\">\n<link rel=\"stylesheet\" type=\"text/css\" href=\"//images.ptt.cc/v2.20/bbs-base.css\" media=\"screen\">\n<link rel=\"stylesheet\" type=\"text/css\" href=\"//images.ptt.cc/v2.20/bbs-custom.css\">\n<link rel=\"stylesheet\" type=\"text/css\" href=\"//images.ptt.cc/v2.20/pushstream.css\" media=\"screen\">\n<link rel=\"stylesheet\" type=\"text/css\" href=\"//images.ptt.cc/v2.20/bbs-print.css\" media=\"print\">\n\n\n<script src=\"//ajax.googleapis.com/ajax/libs/jquery/2.1.1/jquery.min.js\"></script>\n<script src=\"//images.ptt.cc/v2.20/bbs.js\"></script>\n\n\n\t\t\n\n<script type=\"text/javascript\">\n\n var _gaq = _gaq || [];\n _gaq.push(['_setAccount', 'UA-32365737-1']);\n _gaq.push(['_setDomainName', 'ptt.cc']);\n _gaq.push(['_trackPageview']);\n\n (function() {\n var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;\n ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';\n var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);\n })();\n\n</script>\n\n\n\t</head>\n <body>\n\t\t\n<div id=\"fb-root\"></div>\n<script>(function(d, s, id) {\nvar js, fjs = d.getElementsByTagName(s)[0];\nif (d.getElementById(id)) return;\njs = d.createElement(s); js.id = id;\njs.src = \"//connect.facebook.net/en_US/all.js#xfbml=1\";\nfjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));</script>\n\n<div id=\"topbar-container\">\n\t<div id=\"topbar\" class=\"bbs-content\">\n\t\t<a id=\"logo\" href=\"/\">批踢踢實業坊</a>\n\t\t<span>›</span>\n\t\t<a class=\"board\" href=\"/bbs/joke/index.html\"><span class=\"board-label\">看板 </span>joke</a>\n\t\t<a class=\"right small\" href=\"/about.html\">關於我們</a>\n\t\t<a class=\"right small\" href=\"/contact.html\">聯絡資訊</a>\n\t</div>\n</div>\n<div id=\"navigation-container\">\n\t<div id=\"navigation\" class=\"bbs-content\">\n\t\t<a class=\"board\" href=\"/bbs/joke/index.html\">返回看板</a>\n\t\t<div class=\"bar\"></div>\n\t\t<div class=\"share\">\n\t\t\t<span>分享</span>\n\t\t\t<div class=\"fb-like\" data-send=\"false\" data-layout=\"button_count\" data-width=\"90\" data-show-faces=\"false\" data-href=\"http://www.ptt.cc/bbs/joke/M.1457839459.A.14A.html\"></div>\n\n\t\t\t<div class=\"g-plusone\" data-size=\"medium\"></div>\n<script type=\"text/javascript\">\nwindow.___gcfg = {lang: 'zh-TW'};\n(function() {\nvar po = document.createElement('script'); po.type = 'text/javascript'; po.async = true;\npo.src = 'https://apis.google.com/js/plusone.js';\nvar s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(po, s);\n})();\n</script>\n\n\t\t</div>\n\t</div>\n</div>\n<div id=\"main-container\">\n <div id=\"main-content\" class=\"bbs-screen bbs-content\"><div class=\"article-metaline\"><span class=\"article-meta-tag\">作者</span><span class=\"article-meta-value\">cybrog (cybrog)</span></div><div class=\"article-metaline-right\"><span class=\"article-meta-tag\">看板</span><span class=\"article-meta-value\">joke</span></div><div class=\"article-metaline\"><span class=\"article-meta-tag\">標題</span><span class=\"article-meta-value\">[猜謎] 軟糖哭了會變成什麼?</span></div><div class=\"article-metaline\"><span class=\"article-meta-tag\">時間</span><span class=\"article-meta-value\">Sun Mar 13 11:24:16 2016</span></div>\n軟糖哭了會變成什麼?\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nQQ軟糖\n\n--\n<span class=\"f2\">※ 發信站: 批踢踢實業坊(ptt.cc), 來自: 114.24.179.20\n</span><span class=\"f2\">※ 文章網址: <a href=\"https://www.ptt.cc/bbs/joke/M.1457839459.A.14A.html\" target=\"_blank\" rel=\"nofollow\">https://www.ptt.cc/bbs/joke/M.1457839459.A.14A.html</a>\n</span><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Kmoo</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 12:13\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">niji5143</span><span class=\"f3 push-content\">: 給推</span><span class=\"push-ipdatetime\"> 03/13 12:14\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Ekmund</span><span class=\"f3 push-content\">: ok</span><span class=\"push-ipdatetime\"> 03/13 12:24\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">Jmayu</span><span class=\"f3 push-content\">: 沒笑給噓</span><span class=\"push-ipdatetime\"> 03/13 12:25\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">minayu76</span><span class=\"f3 push-content\">: 哈哈哈哈！</span><span class=\"push-ipdatetime\"> 03/13 12:44\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">f19990930</span><span class=\"f3 push-content\">: 哈哈哈哈好笑XD</span><span class=\"push-ipdatetime\"> 03/13 13:00\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">raison0830</span><span class=\"f3 push-content\">: 笑了</span><span class=\"push-ipdatetime\"> 03/13 13:03\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">harkk2001</span><span class=\"f3 push-content\">: ok 過關</span><span class=\"push-ipdatetime\"> 03/13 13:06\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yangjam</span><span class=\"f3 push-content\">: 好啦有上揚</span><span class=\"push-ipdatetime\"> 03/13 13:14\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">wisey</span><span class=\"f3 push-content\">: gg軟糖</span><span class=\"push-ipdatetime\"> 03/13 13:18\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">BowlSteam</span><span class=\"f3 push-content\">: 好吧</span><span class=\"push-ipdatetime\"> 03/13 13:37\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">a8500249</span><span class=\"f3 push-content\">: OK</span><span class=\"push-ipdatetime\"> 03/13 13:45\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">elvisleeee</span><span class=\"f3 push-content\">: 哈哈</span><span class=\"push-ipdatetime\"> 03/13 13:52\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">asdf6987456</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/13 13:53\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">axd2698123</span><span class=\"f3 push-content\">: 笑翻哈哈哈</span><span class=\"push-ipdatetime\"> 03/13 13:55\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">edwar9154520</span><span class=\"f3 push-content\">: XDDDDDDDDDD</span><span class=\"push-ipdatetime\"> 03/13 14:01\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">v3dys6f3a3j5</span><span class=\"f3 push-content\">: 不好笑拉 CD</span><span class=\"push-ipdatetime\"> 03/13 14:09\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">lingling0000</span><span class=\"f3 push-content\">: 有笑</span><span class=\"push-ipdatetime\"> 03/13 14:21\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">MAXcafe</span><span class=\"f3 push-content\">: 不錯 有及格</span><span class=\"push-ipdatetime\"> 03/13 14:22\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">duck10418</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 14:23\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">d65237xx</span><span class=\"f3 push-content\">: 有笑有脫</span><span class=\"push-ipdatetime\"> 03/13 14:23\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">d65237xx</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/13 14:24\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">havesense</span><span class=\"f3 push-content\">: 好可愛XDDDDDDDDD</span><span class=\"push-ipdatetime\"> 03/13 14:26\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">aqrt66558</span><span class=\"f3 push-content\">: 居然猜不到</span><span class=\"push-ipdatetime\"> 03/13 14:30\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">kklic500</span><span class=\"f3 push-content\">: 聽過 還是推</span><span class=\"push-ipdatetime\"> 03/13 14:38\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">raccoonlincu</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/13 14:38\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">qq123456kk</span><span class=\"f3 push-content\">: 還不搓XD</span><span class=\"push-ipdatetime\"> 03/13 14:38\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">qq123456kk</span><span class=\"f3 push-content\">: 搓</span><span class=\"push-ipdatetime\"> 03/13 14:39\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">qq123456kk</span><span class=\"f3 push-content\">: ..錯</span><span class=\"push-ipdatetime\"> 03/13 14:39\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">wmfgdate</span><span class=\"f3 push-content\">: 冷梗抄來的?</span><span class=\"push-ipdatetime\"> 03/13 14:42\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">green0953</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/13 14:44\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">nuclear211</span><span class=\"f3 push-content\">: 滿難笑</span><span class=\"push-ipdatetime\"> 03/13 14:45\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">FlynnZhang</span><span class=\"f3 push-content\">: XDD</span><span class=\"push-ipdatetime\"> 03/13 14:46\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yoyotv852586</span><span class=\"f3 push-content\">: 不錯</span><span class=\"push-ipdatetime\"> 03/13 14:48\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sixteen</span><span class=\"f3 push-content\">: 可愛XD</span><span class=\"push-ipdatetime\"> 03/13 14:52\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">qooqo80213</span><span class=\"f3 push-content\">: 笑了...</span><span class=\"push-ipdatetime\"> 03/13 14:58\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">yclt</span><span class=\"f3 push-content\">: ..</span><span class=\"push-ipdatetime\"> 03/13 15:01\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">rrayrray</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 15:03\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">shinfei</span><span class=\"f3 push-content\">: 外表顏嚴肅內心微鬆</span><span class=\"push-ipdatetime\"> 03/13 15:10\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">jenghau777</span><span class=\"f3 push-content\">: 抄</span><span class=\"push-ipdatetime\"> 03/13 15:17\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">encoreg10917</span><span class=\"f3 push-content\">: 我有笑XD</span><span class=\"push-ipdatetime\"> 03/13 15:39\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Justapig</span><span class=\"f3 push-content\">: 幹，我居然笑了</span><span class=\"push-ipdatetime\"> 03/13 15:41\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ru0227</span><span class=\"f3 push-content\">: 笑了XDD</span><span class=\"push-ipdatetime\"> 03/13 15:48\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">kkkccceee</span><span class=\"f3 push-content\">: 笑了</span><span class=\"push-ipdatetime\"> 03/13 15:50\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">MM018347</span><span class=\"f3 push-content\">: 笑了</span><span class=\"push-ipdatetime\"> 03/13 15:54\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">YeSerD</span><span class=\"f3 push-content\">: 好啦</span><span class=\"push-ipdatetime\"> 03/13 15:56\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">flydl</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/13 16:01\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">pchome282000</span><span class=\"f3 push-content\">: XDDD</span><span class=\"push-ipdatetime\"> 03/13 16:08\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">a5245242003</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 16:14\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">LAD22</span><span class=\"f3 push-content\">: XX</span><span class=\"push-ipdatetime\"> 03/13 16:16\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Sasamumu</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 16:23\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sandy52856</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/13 16:24\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">flybspy</span><span class=\"f3 push-content\">: 不錯</span><span class=\"push-ipdatetime\"> 03/13 16:26\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">empire5132</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 16:29\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">linw310178</span><span class=\"f3 push-content\">: 哈哈哈哈</span><span class=\"push-ipdatetime\"> 03/13 16:29\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">kop5236</span><span class=\"f3 push-content\">: 不錯有笑</span><span class=\"push-ipdatetime\"> 03/13 16:33\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ZhuangYoude</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 16:34\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ArcueidY</span><span class=\"f3 push-content\">: 淦，不知為啥笑惹</span><span class=\"push-ipdatetime\"> 03/13 16:35\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">dissy</span><span class=\"f3 push-content\">: 幹笑了</span><span class=\"push-ipdatetime\"> 03/13 16:35\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">reid123455</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 16:43\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">seamu</span><span class=\"f3 push-content\">: 不自覺的嘴角往上揚XD</span><span class=\"push-ipdatetime\"> 03/13 16:46\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">jojo48336</span><span class=\"f3 push-content\">: 忍不住笑了</span><span class=\"push-ipdatetime\"> 03/13 16:49\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">pHyrz</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/13 16:50\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">aq200aq</span><span class=\"f3 push-content\">: 可</span><span class=\"push-ipdatetime\"> 03/13 16:56\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sromys</span><span class=\"f3 push-content\">: 還蠻可愛</span><span class=\"push-ipdatetime\"> 03/13 17:02\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">lovetainan</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 17:11\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Lawbean</span><span class=\"f3 push-content\">: XDDDDDDDD</span><span class=\"push-ipdatetime\"> 03/13 17:14\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">cyrus017</span><span class=\"f3 push-content\">: 廢到笑，哈哈</span><span class=\"push-ipdatetime\"> 03/13 17:15\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">KeineKuni</span><span class=\"f3 push-content\">: 為什麼這麼多推 = =</span><span class=\"push-ipdatetime\"> 03/13 17:20\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Brian710</span><span class=\"f3 push-content\">: 哭哭喔</span><span class=\"push-ipdatetime\"> 03/13 17:22\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">noaxtaki</span><span class=\"f3 push-content\">: 有猜到給推</span><span class=\"push-ipdatetime\"> 03/13 17:23\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">humanchin</span><span class=\"f3 push-content\">: 笑了xDDD</span><span class=\"push-ipdatetime\"> 03/13 17:24\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ice76824</span><span class=\"f3 push-content\">: 我以為是軟糖乳頭長毛</span><span class=\"push-ipdatetime\"> 03/13 17:26\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">leawei</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 17:36\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">forgive0715</span><span class=\"f3 push-content\">: 最愛吃QQ軟糖</span><span class=\"push-ipdatetime\"> 03/13 17:37\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">noyounome</span><span class=\"f3 push-content\">: 嘴角不爭氣XDD</span><span class=\"push-ipdatetime\"> 03/13 17:37\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">lytt</span><span class=\"f3 push-content\">: 還不錯</span><span class=\"push-ipdatetime\"> 03/13 17:38\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">emi921223</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 17:40\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">iamten</span><span class=\"f3 push-content\">: 0分</span><span class=\"push-ipdatetime\"> 03/13 17:44\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">lalilawhite</span><span class=\"f3 push-content\">: lol</span><span class=\"push-ipdatetime\"> 03/13 17:46\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">zxcvn</span><span class=\"f3 push-content\">: 終於笑ㄌ</span><span class=\"push-ipdatetime\"> 03/13 17:52\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Engler</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/13 17:52\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">imwaiting</span><span class=\"f3 push-content\">: XDD</span><span class=\"push-ipdatetime\"> 03/13 17:55\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ph18</span><span class=\"f3 push-content\">: 好可愛喔</span><span class=\"push-ipdatetime\"> 03/13 17:56\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">windsing</span><span class=\"f3 push-content\">: 有笑到哈哈哈</span><span class=\"push-ipdatetime\"> 03/13 17:57\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">dotzai</span><span class=\"f3 push-content\">: 哈哈哈 靠杯</span><span class=\"push-ipdatetime\"> 03/13 17:57\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">a30607212053</span><span class=\"f3 push-content\">: 87分 不能再高了</span><span class=\"push-ipdatetime\"> 03/13 18:00\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">pg12340000</span><span class=\"f3 push-content\">: 你害我嘴破好難過</span><span class=\"push-ipdatetime\"> 03/13 18:05\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">JSeung</span><span class=\"f3 push-content\">: 不錯XDDDDD</span><span class=\"push-ipdatetime\"> 03/13 18:08\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">gabee1023</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/13 18:14\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">k2902914</span><span class=\"f3 push-content\">: 很可愛的笑話</span><span class=\"push-ipdatetime\"> 03/13 18:17\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">aabb6105</span><span class=\"f3 push-content\">: xD</span><span class=\"push-ipdatetime\"> 03/13 18:19\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">techniclaire</span><span class=\"f3 push-content\">: 可愛 幫QQ</span><span class=\"push-ipdatetime\"> 03/13 18:22\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">belleaya</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 18:25\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">kigargoal777</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 18:26\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">anita811038</span><span class=\"f3 push-content\">: 有猜到</span><span class=\"push-ipdatetime\"> 03/13 18:28\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">vokey</span><span class=\"f3 push-content\">: 透抽軟糖</span><span class=\"push-ipdatetime\"> 03/13 18:31\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">battery989</span><span class=\"f3 push-content\">: 哈哈哈！</span><span class=\"push-ipdatetime\"> 03/13 18:38\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yourmom5566</span><span class=\"f3 push-content\">: 比飲料杯好笑</span><span class=\"push-ipdatetime\"> 03/13 18:42\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">BDUUU</span><span class=\"f3 push-content\">: 笑了XD</span><span class=\"push-ipdatetime\"> 03/13 18:50\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">papple23g</span><span class=\"f3 push-content\">: 是在QQ什麼啦！！</span><span class=\"push-ipdatetime\"> 03/13 18:50\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">john1263</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 18:52\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">john2355</span><span class=\"f3 push-content\">: QAQ</span><span class=\"push-ipdatetime\"> 03/13 18:53\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">slipper123</span><span class=\"f3 push-content\">: XDDDDDDD</span><span class=\"push-ipdatetime\"> 03/13 18:57\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">angelapsj</span><span class=\"f3 push-content\">: 淦 超好笑</span><span class=\"push-ipdatetime\"> 03/13 18:57\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">jtrus0520</span><span class=\"f3 push-content\">: 夠冷推</span><span class=\"push-ipdatetime\"> 03/13 19:00\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">shmily554554</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 19:02\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">hotsummer</span><span class=\"f3 push-content\">: 清流啦XDDD</span><span class=\"push-ipdatetime\"> 03/13 19:09\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">so1518si</span><span class=\"f3 push-content\">: 科科</span><span class=\"push-ipdatetime\"> 03/13 19:12\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">smilepro</span><span class=\"f3 push-content\">: 靠北XD</span><span class=\"push-ipdatetime\"> 03/13 19:13\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">dsct</span><span class=\"f3 push-content\">: 竟然猜到了we</span><span class=\"push-ipdatetime\"> 03/13 19:15\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">asd00726</span><span class=\"f3 push-content\">: 幫QQ</span><span class=\"push-ipdatetime\"> 03/13 19:17\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">sadsong0804</span><span class=\"f3 push-content\">: ...</span><span class=\"push-ipdatetime\"> 03/13 19:19\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">pineapple919</span><span class=\"f3 push-content\">: 及格了!</span><span class=\"push-ipdatetime\"> 03/13 19:20\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">joey89116</span><span class=\"f3 push-content\">: 火欸</span><span class=\"push-ipdatetime\"> 03/13 19:28\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">CliffHsieh</span><span class=\"f3 push-content\">: XDDD</span><span class=\"push-ipdatetime\"> 03/13 19:30\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">abear020301</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 19:30\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">shooooooboom</span><span class=\"f3 push-content\">: 幹 我竟然笑了 可惡</span><span class=\"push-ipdatetime\"> 03/13 19:30\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">edward1985</span><span class=\"f3 push-content\">: Q</span><span class=\"push-ipdatetime\"> 03/13 19:33\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">JOJOttt</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 19:34\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">jijiyyder</span><span class=\"f3 push-content\">: 認真說 這以前有人PO過了 給箭頭</span><span class=\"push-ipdatetime\"> 03/13 19:36\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">TsukasaTD</span><span class=\"f3 push-content\">: 嘴角抽搐</span><span class=\"push-ipdatetime\"> 03/13 19:47\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">VULCJO</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 20:01\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">nakinight</span><span class=\"f3 push-content\">: 蛋哭了 QQ蛋</span><span class=\"push-ipdatetime\"> 03/13 20:07\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Bassy</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 20:09\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">wie10112</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 20:18\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">joesmile</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 20:22\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">GORO5566</span><span class=\"f3 push-content\">: XDDDDD</span><span class=\"push-ipdatetime\"> 03/13 20:29\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">BaRroNH</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/13 20:44\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">devin0329</span><span class=\"f3 push-content\">: 笨版級的笑點但蠻可愛的</span><span class=\"push-ipdatetime\"> 03/13 20:46\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">chen44</span><span class=\"f3 push-content\">: 不好笑</span><span class=\"push-ipdatetime\"> 03/13 20:49\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">dogpp</span><span class=\"f3 push-content\">: 金古錐</span><span class=\"push-ipdatetime\"> 03/13 20:54\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">N56041014</span><span class=\"f3 push-content\">: 靠腰喔</span><span class=\"push-ipdatetime\"> 03/13 20:54\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Pourquoi31</span><span class=\"f3 push-content\">: 嘴角上揚 給推</span><span class=\"push-ipdatetime\"> 03/13 20:55\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Number41</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/13 20:57\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yorkyoung</span><span class=\"f3 push-content\">: 推一個</span><span class=\"push-ipdatetime\"> 03/13 21:12\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">yonderknight</span><span class=\"f3 push-content\">: 2</span><span class=\"push-ipdatetime\"> 03/13 21:16\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">FeiYan</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 21:21\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">yo1234</span><span class=\"f3 push-content\">: 你那邊還來的及</span><span class=\"push-ipdatetime\"> 03/13 21:29\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">flyshannon</span><span class=\"f3 push-content\">: xd</span><span class=\"push-ipdatetime\"> 03/13 21:29\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">bewlan</span><span class=\"f3 push-content\">: 被戳到小穴了XDDDDDD</span><span class=\"push-ipdatetime\"> 03/13 21:31\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">jj980734</span><span class=\"f3 push-content\">: 哈哈</span><span class=\"push-ipdatetime\"> 03/13 21:37\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ageha86113</span><span class=\"f3 push-content\">: 推個XD</span><span class=\"push-ipdatetime\"> 03/13 21:40\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">Ommm5566</span><span class=\"f3 push-content\">: 已知用火</span><span class=\"push-ipdatetime\"> 03/13 21:42\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">hidep</span><span class=\"f3 push-content\">: 可愛</span><span class=\"push-ipdatetime\"> 03/13 21:43\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">vendetta001</span><span class=\"f3 push-content\">: 滾</span><span class=\"push-ipdatetime\"> 03/13 21:45\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">jenghau777</span><span class=\"f3 push-content\">: 抄襲</span><span class=\"push-ipdatetime\"> 03/13 21:45\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">lunawolke</span><span class=\"f3 push-content\">: 我不行惹</span><span class=\"push-ipdatetime\"> 03/13 21:48\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ggqtc5019</span><span class=\"f3 push-content\">: 不錯</span><span class=\"push-ipdatetime\"> 03/13 21:49\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">CozyLife</span><span class=\"f3 push-content\">: 爛到笑XDDD</span><span class=\"push-ipdatetime\"> 03/13 21:52\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">jghs121</span><span class=\"f3 push-content\">: .</span><span class=\"push-ipdatetime\"> 03/13 21:52\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">GiantStone</span><span class=\"f3 push-content\">: 小雲蟲流廢文竟然能爆 就可已死</span><span class=\"push-ipdatetime\"> 03/13 21:53\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">dreamchasers</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/13 22:06\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">bestupid</span><span class=\"f3 push-content\">: 哈哈哈哈哈</span><span class=\"push-ipdatetime\"> 03/13 22:13\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">newpath101</span><span class=\"f3 push-content\">: 不錯啊有冷有推</span><span class=\"push-ipdatetime\"> 03/13 22:16\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">peter2366</span><span class=\"f3 push-content\">: 我笑了</span><span class=\"push-ipdatetime\"> 03/13 22:21\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">Locemonshr</span><span class=\"f3 push-content\">: op</span><span class=\"push-ipdatetime\"> 03/13 22:36\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Hannahzero</span><span class=\"f3 push-content\">: Haha 有笑有推</span><span class=\"push-ipdatetime\"> 03/13 22:38\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">xiahself</span><span class=\"f3 push-content\">: 有笑給推</span><span class=\"push-ipdatetime\"> 03/13 22:40\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">lllibraaa</span><span class=\"f3 push-content\">: 笑了QQ</span><span class=\"push-ipdatetime\"> 03/13 22:42\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">kyoitei</span><span class=\"f3 push-content\">: 笑惹</span><span class=\"push-ipdatetime\"> 03/13 23:05\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">a062693069</span><span class=\"f3 push-content\">: 有笑</span><span class=\"push-ipdatetime\"> 03/13 23:14\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">wguy</span><span class=\"f3 push-content\">: 有笑給個推</span><span class=\"push-ipdatetime\"> 03/13 23:23\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ang5050000</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/13 23:27\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">louis1213</span><span class=\"f3 push-content\">: 有及格 推一下</span><span class=\"push-ipdatetime\"> 03/13 23:38\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">oligne</span><span class=\"f3 push-content\">: 笑了</span><span class=\"push-ipdatetime\"> 03/13 23:41\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">megusta525</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 00:26\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">may031556</span><span class=\"f3 push-content\">: 好笑 哈哈哈</span><span class=\"push-ipdatetime\"> 03/14 00:38\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">mickey123</span><span class=\"f3 push-content\">: 有想到</span><span class=\"push-ipdatetime\"> 03/14 00:42\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">Windcws9Z</span><span class=\"f3 push-content\">: U質U默U文</span><span class=\"push-ipdatetime\"> 03/14 00:44\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">Zzzip</span><span class=\"f3 push-content\">: 沒笑</span><span class=\"push-ipdatetime\"> 03/14 00:45\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">cs91358</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/14 00:49\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ltnsltns</span><span class=\"f3 push-content\">: 推爆</span><span class=\"push-ipdatetime\"> 03/14 00:54\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">alicelee1218</span><span class=\"f3 push-content\">: 笑了</span><span class=\"push-ipdatetime\"> 03/14 00:57\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">feng0312s</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/14 01:11\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">BuzzerBeater</span><span class=\"f3 push-content\">: 你那邊還來得及</span><span class=\"push-ipdatetime\"> 03/14 01:17\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ben840619</span><span class=\"f3 push-content\">: 好啦 爆</span><span class=\"push-ipdatetime\"> 03/14 01:27\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">wun50718</span><span class=\"f3 push-content\">: 靠背戳中笑點</span><span class=\"push-ipdatetime\"> 03/14 01:32\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">shaoten913</span><span class=\"f3 push-content\">: XDDD</span><span class=\"push-ipdatetime\"> 03/14 01:41\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">fredtru</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/14 01:49\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">wasijohn</span><span class=\"f3 push-content\">: 好</span><span class=\"push-ipdatetime\"> 03/14 01:49\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">formoresa</span><span class=\"f3 push-content\">: 以為會有預料之外的答案</span><span class=\"push-ipdatetime\"> 03/14 01:52\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">p00o99o</span><span class=\"f3 push-content\">: 蠻好笑的</span><span class=\"push-ipdatetime\"> 03/14 02:32\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">WinSin</span><span class=\"f3 push-content\">: 笑了XDDDDDDD</span><span class=\"push-ipdatetime\"> 03/14 03:01\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">rinne</span><span class=\"f3 push-content\">: 不錯</span><span class=\"push-ipdatetime\"> 03/14 03:22\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">SUMI0814</span><span class=\"f3 push-content\">: 好可愛哦清流XDDDDDDDDD</span><span class=\"push-ipdatetime\"> 03/14 03:25\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yougottt</span><span class=\"f3 push-content\">: 有可愛XDD</span><span class=\"push-ipdatetime\"> 03/14 04:01\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">debris</span><span class=\"f3 push-content\">: 有笑有推 對抗blue monday</span><span class=\"push-ipdatetime\"> 03/14 05:46\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">imaclone</span><span class=\"f3 push-content\">: XDDDDD</span><span class=\"push-ipdatetime\"> 03/14 05:50\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">LegendaryOli</span><span class=\"f3 push-content\">: 笑了==</span><span class=\"push-ipdatetime\"> 03/14 06:00\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">stevenhbw</span><span class=\"f3 push-content\">: 嗯</span><span class=\"push-ipdatetime\"> 03/14 06:24\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">charley1204</span><span class=\"f3 push-content\">: 嘴角微彎</span><span class=\"push-ipdatetime\"> 03/14 06:34\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">bananaxx</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/14 06:53\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">XinKai0721</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 06:54\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">dou0228</span><span class=\"f3 push-content\">: 喔</span><span class=\"push-ipdatetime\"> 03/14 07:19\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">baka</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/14 07:46\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yl20649</span><span class=\"f3 push-content\">: 行</span><span class=\"push-ipdatetime\"> 03/14 08:22\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">jur1512</span><span class=\"f3 push-content\">: 哈哈</span><span class=\"push-ipdatetime\"> 03/14 08:35\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">karasumi</span><span class=\"f3 push-content\">: 頗可愛推</span><span class=\"push-ipdatetime\"> 03/14 08:47\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">Saimmy</span><span class=\"f3 push-content\">: 下一篇QQ蛋</span><span class=\"push-ipdatetime\"> 03/14 08:49\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">YADALI</span><span class=\"f3 push-content\">: 聽過了</span><span class=\"push-ipdatetime\"> 03/14 09:10\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">sayme449</span><span class=\"f3 push-content\">: 廢到笑</span><span class=\"push-ipdatetime\"> 03/14 09:12\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Haur5</span><span class=\"f3 push-content\">: QQ QQ QQ</span><span class=\"push-ipdatetime\"> 03/14 09:27\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">funnygirl910</span><span class=\"f3 push-content\">: 想吃</span><span class=\"push-ipdatetime\"> 03/14 09:33\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">sumoncat26</span><span class=\"f3 push-content\">: 蠻好笑的</span><span class=\"push-ipdatetime\"> 03/14 09:38\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">zhecheng1972</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 09:49\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">teleportcat</span><span class=\"f3 push-content\">: OP</span><span class=\"push-ipdatetime\"> 03/14 09:54\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">te2004yip</span><span class=\"f3 push-content\">: 好吧，有笑給推</span><span class=\"push-ipdatetime\"> 03/14 10:02\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">justwedave</span><span class=\"f3 push-content\">: 不行</span><span class=\"push-ipdatetime\"> 03/14 10:20\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Ivyumei</span><span class=\"f3 push-content\">: 哈哈~有好笑</span><span class=\"push-ipdatetime\"> 03/14 10:41\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">naker</span><span class=\"f3 push-content\">: 超好笑XD</span><span class=\"push-ipdatetime\"> 03/14 10:46\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">tnts3789</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/14 11:11\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">jumpdodo</span><span class=\"f3 push-content\">: 顆</span><span class=\"push-ipdatetime\"> 03/14 11:27\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">qui0914</span><span class=\"f3 push-content\">: 反詐騙</span><span class=\"push-ipdatetime\"> 03/14 11:27\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">t14176323</span><span class=\"f3 push-content\">: 難笑</span><span class=\"push-ipdatetime\"> 03/14 11:29\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">a92308h</span><span class=\"f3 push-content\">: 推</span><span class=\"push-ipdatetime\"> 03/14 11:57\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">j210749133</span><span class=\"f3 push-content\">: 哈哈哈哈哈</span><span class=\"push-ipdatetime\"> 03/14 12:09\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">benny5318</span><span class=\"f3 push-content\">: 87哈哈哈</span><span class=\"push-ipdatetime\"> 03/14 12:16\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">y89456852</span><span class=\"f3 push-content\">: 好啦 給推</span><span class=\"push-ipdatetime\"> 03/14 12:22\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sougetsu</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/14 12:30\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sophia77777</span><span class=\"f3 push-content\">: 還以為會變成鹹的口味，但想不起來有哪種鹹軟糖</span><span class=\"push-ipdatetime\"> 03/14 12:42\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">mina830908</span><span class=\"f3 push-content\">: 笑了推</span><span class=\"push-ipdatetime\"> 03/14 13:01\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">Gusteau</span><span class=\"f3 push-content\">:</span><span class=\"push-ipdatetime\"> 03/14 13:01\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">kaikai5566</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 13:08\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">s58111158</span><span class=\"f3 push-content\">: 廢到笑 你贏了</span><span class=\"push-ipdatetime\"> 03/14 13:32\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">moon19520</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/14 13:40\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">Comebuy</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 13:41\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">Angola512</span><span class=\"f3 push-content\">: 真的有QQ</span><span class=\"push-ipdatetime\"> 03/14 13:41\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">qcmi</span><span class=\"f3 push-content\">: 還以為是TT軟糖</span><span class=\"push-ipdatetime\"> 03/14 13:46\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">summer7983</span><span class=\"f3 push-content\">: 好啦還不錯 給箭頭</span><span class=\"push-ipdatetime\"> 03/14 13:53\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">esl2fericliu</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 13:58\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">eva14908</span><span class=\"f3 push-content\">: 噴笑推!!</span><span class=\"push-ipdatetime\"> 03/14 14:04\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ejijp6cl4</span><span class=\"f3 push-content\">: 上課偷笑給推</span><span class=\"push-ipdatetime\"> 03/14 14:16\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">impact999</span><span class=\"f3 push-content\">: 飲料杯的笑話</span><span class=\"push-ipdatetime\"> 03/14 14:19\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">h13312635</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 14:19\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">dafashrek</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 14:27\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sincereCK</span><span class=\"f3 push-content\">: 補血</span><span class=\"push-ipdatetime\"> 03/14 14:52\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">chuchuyu03</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/14 14:54\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sacice</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 14:55\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">johtom811113</span><span class=\"f3 push-content\">: XDDDD</span><span class=\"push-ipdatetime\"> 03/14 15:00\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yiyi32078</span><span class=\"f3 push-content\">: 朝聖推，真的很好笑</span><span class=\"push-ipdatetime\"> 03/14 15:05\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">silent328kn</span><span class=\"f3 push-content\">: 出乎預料XD</span><span class=\"push-ipdatetime\"> 03/14 15:13\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">zzz55597</span><span class=\"f3 push-content\">: 笑死</span><span class=\"push-ipdatetime\"> 03/14 15:17\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">lilepaw2311</span><span class=\"f3 push-content\">: 哈哈哈哈</span><span class=\"push-ipdatetime\"> 03/14 15:17\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">wsfx</span><span class=\"f3 push-content\">: 嗯</span><span class=\"push-ipdatetime\"> 03/14 15:26\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">e5678e56781</span><span class=\"f3 push-content\">: 推爆</span><span class=\"push-ipdatetime\"> 03/14 15:57\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">weu0713</span><span class=\"f3 push-content\">: 老耿</span><span class=\"push-ipdatetime\"> 03/14 16:05\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sky85924</span><span class=\"f3 push-content\">: 我才沒有笑XDDDDDDDD</span><span class=\"push-ipdatetime\"> 03/14 16:33\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">mirian</span><span class=\"f3 push-content\">: 超好笑XDDD</span><span class=\"push-ipdatetime\"> 03/14 16:45\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">jason700t</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 17:13\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">ourstory1736</span><span class=\"f3 push-content\">: XDDD</span><span class=\"push-ipdatetime\"> 03/14 17:16\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">ccps9550217</span><span class=\"f3 push-content\">: 反詐騙</span><span class=\"push-ipdatetime\"> 03/14 18:17\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">jenghau777</span><span class=\"f3 push-content\">: 165</span><span class=\"push-ipdatetime\"> 03/14 18:56\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">rongwu0830</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/14 19:25\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">thumbd63772</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 20:28\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">david7112123</span><span class=\"f3 push-content\">: 幫QQ</span><span class=\"push-ipdatetime\"> 03/14 21:36\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">smileben0602</span><span class=\"f3 push-content\">: 抄</span><span class=\"push-ipdatetime\"> 03/14 21:41\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">yeeeeeeeee</span><span class=\"f3 push-content\">: 幹哈哈</span><span class=\"push-ipdatetime\"> 03/14 22:01\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">zephyrias33</span><span class=\"f3 push-content\">: 靠北欸XDDDDDDDDDDDDDDDD</span><span class=\"push-ipdatetime\"> 03/14 22:50\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">MrAB</span><span class=\"f3 push-content\">: 不錯</span><span class=\"push-ipdatetime\"> 03/14 22:50\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">edward1985</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/14 23:48\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">will1031lu</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/15 00:04\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">asdedc8899</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/15 00:07\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">fate111085</span><span class=\"f3 push-content\">: QQ</span><span class=\"push-ipdatetime\"> 03/15 03:06\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">yop365</span><span class=\"f3 push-content\">: 笑了</span><span class=\"push-ipdatetime\"> 03/15 10:52\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">KSflyaway</span><span class=\"f3 push-content\">: 幹XD</span><span class=\"push-ipdatetime\"> 03/15 11:32\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">tweety29</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/15 13:57\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">wl630</span><span class=\"f3 push-content\">: 有笑有推</span><span class=\"push-ipdatetime\"> 03/15 14:55\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">aas870617</span><span class=\"f3 push-content\">: 哈哈無奈了</span><span class=\"push-ipdatetime\"> 03/15 16:11\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">eroha90021</span><span class=\"f3 push-content\">: 抄襲</span><span class=\"push-ipdatetime\"> 03/15 22:06\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">freddy60907</span><span class=\"f3 push-content\">: 沒有</span><span class=\"push-ipdatetime\"> 03/16 13:35\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">cholux</span><span class=\"f3 push-content\">: 笑了</span><span class=\"push-ipdatetime\"> 03/17 03:14\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">yclt</span><span class=\"f3 push-content\">: 竟然會爆 囧</span><span class=\"push-ipdatetime\"> 03/17 11:21\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">→ </span><span class=\"f3 hl push-userid\">Hoshiwa</span><span class=\"f3 push-content\">: 有笑有推XD</span><span class=\"push-ipdatetime\"> 03/18 00:53\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">sedry</span><span class=\"f3 push-content\">: 推推哈哈笑慘</span><span class=\"push-ipdatetime\"> 03/19 11:18\n</span></div><div class=\"push\"><span class=\"f1 hl push-tag\">噓 </span><span class=\"f3 hl push-userid\">coco2501</span><span class=\"f3 push-content\">: 非原創的話給噓</span><span class=\"push-ipdatetime\"> 03/19 22:57\n</span></div><div class=\"push\"><span class=\"hl push-tag\">推 </span><span class=\"f3 hl push-userid\">harry881210</span><span class=\"f3 push-content\">: XD</span><span class=\"push-ipdatetime\"> 03/19 23:21\n</span></div></div>\n \n <div id=\"article-polling\" data-pollurl=\"/poll/joke/M.1457839459.A.14A.html?cacheKey=2052-1610714634&offset=28538&offset-sig=4bc76f2f1c00ac3aba445374d21867b880786f45\" data-longpollurl=\"/v1/longpoll?id=8d367ac20064d81f09e85a13b7189d5b711d5c33\" data-offset=\"28538\"></div>\n \n\n \n</div>\n\n </body>\n</html>\n"
【Connection】取得 HTTP request body
The Response Body
parsed request body
res = GET("https://www.ptt.cc/bbs/joke/M.1457839459.A.14A.html")
content(res, as = "parsed")
{xml_document}
<html>
[1] <head>\n <meta charset="utf-8"/>\n <meta name="viewport" content=" ...
[2] <body>\n\t\t\n<div id="fb-root"/>\n<script><
【Parser】解析所得資料：結構化資料
HTML 解析： rvest 套件
rvest: A web scraper designed to work with magrittr. Select parts of a document using css selectors or xpath
html_nodes(doc, css = "<css selector>")html_nodes(doc, xpath = "<xpath selector>")
Extract components with
html_name(): the name of the taghtml_text(): all text inside the taghtml_attr(): contents of a single attributehtml_attrs(): all attributeshtml_table(): parse tables into data frames
【Parser】解析所得資料：結構化資料
HTML 解析： rvest 套件
起手式
GET(url) %>% content(as="text") %>% rvest::read_html()
【Parser】解析所得資料：結構化資料
HTML 解析： rvest 套件
Extract html nodes: html_nodes()
doc <- read_html("https://miaochien.github.io/R-Crawler/data/demo.html")
doc %>%
html_nodes(xpath = "//div[@id='title']") %>% # select with xpath
as.character()
[1] "<div id=\"title\" class=\"character\">\n <a class=\"link\" href=\"http://www.ntu.edu.tw/\">National Taiwan University</a>\n </div>"
doc %>%
html_nodes(css = "#title") %>% # select with css
as.character()
[1] "<div id=\"title\" class=\"character\">\n <a class=\"link\" href=\"http://www.ntu.edu.tw/\">National Taiwan University</a>\n </div>"
【Parser】解析所得資料：結構化資料
HTML 解析： rvest 套件
Extract text: html_text()
doc %>%
html_nodes(xpath = "//div[@id='title']") %>%
html_text()
[1] "\n National Taiwan University\n "
【Parser】解析所得資料：結構化資料
HTML 解析： rvest 套件
Extract attributes: html_attr()
doc %>%
html_nodes(xpath = "//div[@id='title']/a") %>%
html_attr("href")
[1] "http://www.ntu.edu.tw/"
【Parser】解析所得資料：結構化資料
HTML 解析： rvest 套件
Extract table: html_table()
doc %>% html_table()
[[1]]
編號 住址 電話
1 1 台北市大安區羅斯福路 02-11223344
2 2 新北市永和區文化路 02-12345678
3 3 宜蘭縣中山路 03-99999999
doc %>% html_table() %>% .[[1]]
編號 住址 電話
1 1 台北市大安區羅斯福路 02-11223344
2 2 新北市永和區文化路 02-12345678
3 3 宜蘭縣中山路 03-99999999
【Parser】解析所得資料：結構化資料
【Parser】解析所得資料：結構化資料
JSON 解析: jsonlite 套件
【Parser】解析所得資料：結構化資料
JSON 解析: jsonlite::fromJSON()
jsonlite::fromeJSON() 會自動將json 解析為 list/data.frame
範例：pchome
library(jsonlite)
library(magrittr)
res = GET("http://ecshweb.pchome.com.tw/search/v3.3/all/results?q=apple&page=1&sort=rnk/dc")
res_df =
content(res, as = "text", encoding = "UTF-8") %>%
`Encoding<-`("UTF-8") %>%
fromJSON()
res_df
$QTime
[1] 87
$totalRows
[1] 56567
$totalPage
[1] 2829
$range
$range$min
[1] 21
$range$max
[1] 205000
$cateName
[1] ""
$q
[1] "apple"
$subq
[1] ""
$token
[1] "apple"
$prods
Id cateId
1 DYAJ84-A9007I8H1 DYAJ86
2 DYAJ81-A9007I9EM DYAJ83
3 DYAJ86-A9007IBEX DYAJ86
4 DYAJ83-A9007IDT3 DYAJ83
5 DYAP00-A9007KZQL DYAP00
6 DYAJ86-A9007IBLG DYAJ86
7 DYAF54-A9006QTSD DYAP00
8 DYAJ81-A9007I9J9 DYAJ86
9 DYAJ81-A9007IBBO DYAJ81
10 DYAJ83-A9007IBJY DYAJ83
11 DYAJ81-A9007I9D9 DYAJ83
12 DYAGBG-A9006WILK DYAR00
13 DYAJ84-A9007I8HJ DYAJ85
14 DYAJ81-A9007I9D3 DYAJ81
15 DYAI6B-A9007INQL DYAI6B
16 DYAJ81-A9007I9KO DYAJ86
17 DGAX73-A9006LF1U DGAX73
18 DYAM6K-A90078VOR DYAM6K
19 DYAJ81-A9007IDT5 DYAJ81
20 DYAJ84-A9007KFVA DYAJ84
picS
1 /pic/v1/data/item/201609/D/Y/A/J/8/4/sDYAJ84-A9007I8H1000_57d7b636dc001.jpg
2 /pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9EM000_57ec7c2e969b4.jpg
3 /pic/v1/data/item/201609/D/Y/A/J/8/6/sDYAJ86-A9007IBEX000_57d94eb850e79.jpg
4 /pic/v1/data/item/201609/D/Y/A/J/8/3/sDYAJ83-A9007IDT3000_57d941c728d56.jpg
5 /pic/v1/data/item/201610/D/Y/A/P/0/0/sDYAP00-A9007KZQL000_58045be01eb9c.jpg
6 /pic/v1/data/item/201609/D/Y/A/J/8/6/sDYAJ86-A9007IBLG000_57daff1722be3.jpg
7 /pic/v1/data/item/201512/D/Y/A/F/5/4/sDYAF54-A9006QTSD000_5680d9439fe62.jpg
8 /pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9J9000_57dafcac6141f.jpg
9 /pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007IBBO000_57d93f818e5ae.jpg
10 /pic/v1/data/item/201609/D/Y/A/J/8/3/sDYAJ83-A9007IBJY000_57dad31bc2bfb.jpg
11 /pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9D9000_57dad9556e595.jpg
12 /pic/v1/data/item/201603/D/Y/A/G/B/G/sDYAGBG-A9006WILK000_56ea94f2d5706.jpg
13 /pic/v1/data/item/201609/D/Y/A/J/8/4/sDYAJ84-A9007I8HJ000_57d7b66b5c2f1.jpg
14 /pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9D3000_57daaa9098d9e.jpg
15 /pic/v1/data/item/201609/D/Y/A/I/6/B/sDYAI6B-A9007INQL000_57dfd372bb376.jpg
16 /pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9KO000_57dafe0947c50.jpg
17 /pic/v1/data/item/201510/D/G/A/X/7/3/sDGAX73-A9006LF1U000_56331db66b5d3.jpg
18 /pic/v1/data/item/201605/D/Y/A/M/6/K/sDYAM6K-A90078VOR000_573afef9962c0.jpg
19 /pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007IDT5000_57d93ee659028.jpg
20 /pic/v1/data/item/201610/D/Y/A/J/8/4/sDYAJ84-A9007KFVA000_57fc53b7b6285.jpg
picB
1 /pic/v1/data/item/201609/D/Y/A/J/8/4/DYAJ84-A9007I8H1000_57d8b0d140874.jpg
2 /pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007I9EM000_5810115e38380.jpg
3 /pic/v1/data/item/201609/D/Y/A/J/8/6/DYAJ86-A9007IBEX000_57d94eb84fa9f.jpg
4 /pic/v1/data/item/201609/D/Y/A/J/8/3/DYAJ83-A9007IDT3000_57d941c7277d5.jpg
5 /pic/v1/data/item/201610/D/Y/A/P/0/0/DYAP00-A9007KZQL000_58101314ed60a.jpg
6 /pic/v1/data/item/201609/D/Y/A/J/8/6/DYAJ86-A9007IBLG000_57d94e8665e50.jpg
7 /pic/v1/data/item/201512/D/Y/A/F/5/4/DYAF54-A9006QTSD000_5680d9439b426.jpg
8 /pic/v1/data/item/201609/D/Y/A/J/8/1/DYAJ81-A9007I9J9000_57d94ef40d8bb.jpg
9 /pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007IBBO000_580d70548ba9f.jpg
10 /pic/v1/data/item/201609/D/Y/A/J/8/3/DYAJ83-A9007IBJY000_57e91dd933954.jpg
11 /pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007I9D9000_5810113d9c932.jpg
12 /pic/v1/data/item/201610/D/Y/A/G/B/G/DYAGBG-A9006WILK000_58100f06d35ae.jpg
13 /pic/v1/data/item/201609/D/Y/A/J/8/4/DYAJ84-A9007I8HJ000_57d8b0e4d5f7f.jpg
14 /pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007I9D3000_580d70f996889.jpg
15 /pic/v1/data/item/201609/D/Y/A/I/6/B/DYAI6B-A9007INQL000_57dfd372ba4b5.jpg
16 /pic/v1/data/item/201609/D/Y/A/J/8/1/DYAJ81-A9007I9KO000_57d94ed0760cf.jpg
17 /pic/v1/data/item/201610/D/G/A/X/7/3/DGAX73-A9006LF1U000_58100f55d1584.jpg
18 /pic/v1/data/item/201610/D/Y/A/M/6/K/DYAM6K-A90078VOR000_5806d6f3d6d85.jpg
19 /pic/v1/data/item/201609/D/Y/A/J/8/1/DYAJ81-A9007IDT5000_57d93ee657847.jpg
20 /pic/v1/data/item/201610/D/Y/A/J/8/4/DYAJ84-A9007KFVA000_57fc53b7b503e.jpg
name
1 Apple iPhone 7 Plus (128G)
2 Apple iPhone 7 (128G)
3 Apple iPhone 7 Plus (128G)
4 Apple iPhone 7 (128G)
5 Apple Lightning 8pin iPhone/iPad 原廠充電傳輸線
6 Apple iPhone 7 Plus (128G)★
7 Apple Lightning 8pin 原廠USB傳輸線/充電線 兼容 Apple iPhone / iPad / iPod
8 Apple iPhone 7 Plus (128G)
9 Apple iPhone 7 (32G)
10 Apple iPhone 7 (128G)★
11 Apple iPhone 7 (128G)
12 ESR億色 Apple iPhone 6 Plus/6s Plus手機殼 保護殼 晶耀系列 蘋果6背殼 超薄電鍍邊框軟殼
13 Apple iPhone 7 Plus (256G)
14 Apple iPhone 7 (32G)
15 Apple Watch第二代 太空灰色鋁金屬錶殼搭配黑色運動型錶帶
16 Apple iPhone 7 Plus (128G)
17 Apple TV 32G(MGY52TA/A)
18 Apple 9.7吋 iPad Pro WiFi版 32GB
19 Apple iPhone 7 (32G)
20 Apple iPhone 7 Plus (32G)
describe
1 ★行電萬用週邊組!!★Apple iPhone 7 Plus (128G) 智慧型手機
2 黑色|玫瑰金★藍牙喇叭週邊組Apple iPhone 7 (128G)
3 四色★行電周邊組Apple iPhone 7 Plus (128G)
4 四色★送行動電源+專屬氣墊空壓殼+保護貼Apple iPhone 7 (128G)
5 Apple Lightning 8pin iPhone/iPad 原廠充電傳輸線
6 黑色|玫瑰金★藍牙喇叭周邊組Apple iPhone 7 Plus (128G)
7 for Apple iphone7/7Plus iPhone 6/6 Plus iPhone 6s/6s Plus iPhon 5S/5 原廠傳輸線/充電線Lightning 兼容 Apple iPhone / iPad / iPod
8 黑色|玫瑰金★藍牙喇叭周邊組Apple iPhone 7 Plus (128G)
9 ★搭配保護殼+玻璃貼Apple iPhone 7 (32G)
10 黑色|玫瑰金★行電防護週邊組Apple iPhone 7 (128G)
11 銀色|金色★藍牙喇叭週邊組Apple iPhone 7 (128G)
12 ESR Apple iPhone 6 Plus/6s Plus手機殼/保護殼 初色晶耀系列 蘋果iPhone6 Plus/6s Plus背殼 電鍍邊框軟殼 超薄手機保護殼/套
13 ★行電萬用週邊組!!★Apple iPhone 7 Plus (256G) 智慧型手機
14 ▼每日強檔‧瘋殺特賣▼黑色|玫瑰金★週邊防護組Apple iPhone 7 (32G)
15 Apple Watch第二代 太空灰色鋁金屬錶殼搭配黑色運動型錶帶
16 銀色|金色★行電周邊組Apple iPhone 7 Plus (128G)
17 Apple TV 32G(MGY52TA/A)
18 ▼送9H 耐磨鋼化玻璃保護貼▼9.7吋 iPad Pro Wi-Fi 32GB
19 四色★加送藍牙耳機+氣墊空壓殼+保護貼+觸控筆Apple iPhone 7 (32G)
20 三色★送藍芽耳機+氣墊空壓殼+觸控筆Apple iPhone 7 Plus (32G)
price author brand publishDate isNC17 couponActid
1 35900 0 NULL
2 29900 0 NULL
3 36500 0 NULL
4 29888 0 NULL
5 399 0 NULL
6 36500 0 NULL
7 349 0 NULL
8 36900 0 NULL
9 25900 0 NULL
10 29900 0 NULL
11 29900 0 NULL
12 179 0 NULL
13 39900 0 NULL
14 24990 0 NULL
15 13500 0 NULL
16 36500 0 NULL
17 5190 0 NULL
18 19900 0 NULL
19 25990 0 NULL
20 31999 0 NULL
【Parser】解析所得資料：結構化資料
JSON 解析: httr 套件
httr::content(., as=parsed) 會自動將 json 解析為 list
res_list <- content(res, as = "parsed")
res_list
$QTime
[1] 87
$totalRows
[1] 56567
$totalPage
[1] 2829
$range
$range$min
[1] 21
$range$max
[1] 205000
$cateName
[1] ""
$q
[1] "apple"
$subq
[1] ""
$token
$token[[1]]
[1] "apple"
$prods
$prods[[1]]
$prods[[1]]$Id
[1] "DYAJ84-A9007I8H1"
$prods[[1]]$cateId
[1] "DYAJ86"
$prods[[1]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/4/sDYAJ84-A9007I8H1000_57d7b636dc001.jpg"
$prods[[1]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/4/DYAJ84-A9007I8H1000_57d8b0d140874.jpg"
$prods[[1]]$name
[1] "Apple iPhone 7 Plus (128G)"
$prods[[1]]$describe
[1] "★行電萬用週邊組!!★Apple iPhone 7 Plus (128G) 智慧型手機"
$prods[[1]]$price
[1] 35900
$prods[[1]]$author
[1] ""
$prods[[1]]$brand
[1] ""
$prods[[1]]$publishDate
[1] ""
$prods[[1]]$isNC17
[1] 0
$prods[[1]]$couponActid
list()
$prods[[2]]
$prods[[2]]$Id
[1] "DYAJ81-A9007I9EM"
$prods[[2]]$cateId
[1] "DYAJ83"
$prods[[2]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9EM000_57ec7c2e969b4.jpg"
$prods[[2]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007I9EM000_5810115e38380.jpg"
$prods[[2]]$name
[1] "Apple iPhone 7 (128G)"
$prods[[2]]$describe
[1] "黑色|玫瑰金★藍牙喇叭週邊組Apple iPhone 7 (128G) "
$prods[[2]]$price
[1] 29900
$prods[[2]]$author
[1] ""
$prods[[2]]$brand
[1] ""
$prods[[2]]$publishDate
[1] ""
$prods[[2]]$isNC17
[1] 0
$prods[[2]]$couponActid
list()
$prods[[3]]
$prods[[3]]$Id
[1] "DYAJ86-A9007IBEX"
$prods[[3]]$cateId
[1] "DYAJ86"
$prods[[3]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/6/sDYAJ86-A9007IBEX000_57d94eb850e79.jpg"
$prods[[3]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/6/DYAJ86-A9007IBEX000_57d94eb84fa9f.jpg"
$prods[[3]]$name
[1] "Apple iPhone 7 Plus (128G)"
$prods[[3]]$describe
[1] "四色★行電周邊組Apple iPhone 7 Plus (128G) "
$prods[[3]]$price
[1] 36500
$prods[[3]]$author
[1] ""
$prods[[3]]$brand
[1] ""
$prods[[3]]$publishDate
[1] ""
$prods[[3]]$isNC17
[1] 0
$prods[[3]]$couponActid
list()
$prods[[4]]
$prods[[4]]$Id
[1] "DYAJ83-A9007IDT3"
$prods[[4]]$cateId
[1] "DYAJ83"
$prods[[4]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/3/sDYAJ83-A9007IDT3000_57d941c728d56.jpg"
$prods[[4]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/3/DYAJ83-A9007IDT3000_57d941c7277d5.jpg"
$prods[[4]]$name
[1] "Apple iPhone 7 (128G)"
$prods[[4]]$describe
[1] "四色★送行動電源+專屬氣墊空壓殼+保護貼Apple iPhone 7 (128G) "
$prods[[4]]$price
[1] 29888
$prods[[4]]$author
[1] ""
$prods[[4]]$brand
[1] ""
$prods[[4]]$publishDate
[1] ""
$prods[[4]]$isNC17
[1] 0
$prods[[4]]$couponActid
list()
$prods[[5]]
$prods[[5]]$Id
[1] "DYAP00-A9007KZQL"
$prods[[5]]$cateId
[1] "DYAP00"
$prods[[5]]$picS
[1] "/pic/v1/data/item/201610/D/Y/A/P/0/0/sDYAP00-A9007KZQL000_58045be01eb9c.jpg"
$prods[[5]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/P/0/0/DYAP00-A9007KZQL000_58101314ed60a.jpg"
$prods[[5]]$name
[1] "Apple Lightning 8pin iPhone/iPad 原廠充電傳輸線"
$prods[[5]]$describe
[1] "Apple Lightning 8pin iPhone/iPad 原廠充電傳輸線"
$prods[[5]]$price
[1] 399
$prods[[5]]$author
[1] ""
$prods[[5]]$brand
[1] ""
$prods[[5]]$publishDate
[1] ""
$prods[[5]]$isNC17
[1] 0
$prods[[5]]$couponActid
list()
$prods[[6]]
$prods[[6]]$Id
[1] "DYAJ86-A9007IBLG"
$prods[[6]]$cateId
[1] "DYAJ86"
$prods[[6]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/6/sDYAJ86-A9007IBLG000_57daff1722be3.jpg"
$prods[[6]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/6/DYAJ86-A9007IBLG000_57d94e8665e50.jpg"
$prods[[6]]$name
[1] "Apple iPhone 7 Plus (128G)★"
$prods[[6]]$describe
[1] "黑色|玫瑰金★藍牙喇叭周邊組Apple iPhone 7 Plus (128G) "
$prods[[6]]$price
[1] 36500
$prods[[6]]$author
[1] ""
$prods[[6]]$brand
[1] ""
$prods[[6]]$publishDate
[1] ""
$prods[[6]]$isNC17
[1] 0
$prods[[6]]$couponActid
list()
$prods[[7]]
$prods[[7]]$Id
[1] "DYAF54-A9006QTSD"
$prods[[7]]$cateId
[1] "DYAP00"
$prods[[7]]$picS
[1] "/pic/v1/data/item/201512/D/Y/A/F/5/4/sDYAF54-A9006QTSD000_5680d9439fe62.jpg"
$prods[[7]]$picB
[1] "/pic/v1/data/item/201512/D/Y/A/F/5/4/DYAF54-A9006QTSD000_5680d9439b426.jpg"
$prods[[7]]$name
[1] "Apple Lightning 8pin 原廠USB傳輸線/充電線 兼容 Apple iPhone / iPad / iPod"
$prods[[7]]$describe
[1] "for Apple iphone7/7Plus iPhone 6/6 Plus iPhone 6s/6s Plus iPhon 5S/5 原廠傳輸線/充電線Lightning 兼容 Apple iPhone / iPad / iPod"
$prods[[7]]$price
[1] 349
$prods[[7]]$author
[1] ""
$prods[[7]]$brand
[1] ""
$prods[[7]]$publishDate
[1] ""
$prods[[7]]$isNC17
[1] 0
$prods[[7]]$couponActid
list()
$prods[[8]]
$prods[[8]]$Id
[1] "DYAJ81-A9007I9J9"
$prods[[8]]$cateId
[1] "DYAJ86"
$prods[[8]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9J9000_57dafcac6141f.jpg"
$prods[[8]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/DYAJ81-A9007I9J9000_57d94ef40d8bb.jpg"
$prods[[8]]$name
[1] "Apple iPhone 7 Plus (128G)"
$prods[[8]]$describe
[1] "黑色|玫瑰金★藍牙喇叭周邊組Apple iPhone 7 Plus (128G) "
$prods[[8]]$price
[1] 36900
$prods[[8]]$author
[1] ""
$prods[[8]]$brand
[1] ""
$prods[[8]]$publishDate
[1] ""
$prods[[8]]$isNC17
[1] 0
$prods[[8]]$couponActid
list()
$prods[[9]]
$prods[[9]]$Id
[1] "DYAJ81-A9007IBBO"
$prods[[9]]$cateId
[1] "DYAJ81"
$prods[[9]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007IBBO000_57d93f818e5ae.jpg"
$prods[[9]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007IBBO000_580d70548ba9f.jpg"
$prods[[9]]$name
[1] "Apple iPhone 7 (32G)"
$prods[[9]]$describe
[1] "★搭配保護殼+玻璃貼Apple iPhone 7 (32G) "
$prods[[9]]$price
[1] 25900
$prods[[9]]$author
[1] ""
$prods[[9]]$brand
[1] ""
$prods[[9]]$publishDate
[1] ""
$prods[[9]]$isNC17
[1] 0
$prods[[9]]$couponActid
list()
$prods[[10]]
$prods[[10]]$Id
[1] "DYAJ83-A9007IBJY"
$prods[[10]]$cateId
[1] "DYAJ83"
$prods[[10]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/3/sDYAJ83-A9007IBJY000_57dad31bc2bfb.jpg"
$prods[[10]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/3/DYAJ83-A9007IBJY000_57e91dd933954.jpg"
$prods[[10]]$name
[1] "Apple iPhone 7 (128G)★"
$prods[[10]]$describe
[1] "黑色|玫瑰金★行電防護週邊組Apple iPhone 7 (128G) "
$prods[[10]]$price
[1] 29900
$prods[[10]]$author
[1] ""
$prods[[10]]$brand
[1] ""
$prods[[10]]$publishDate
[1] ""
$prods[[10]]$isNC17
[1] 0
$prods[[10]]$couponActid
list()
$prods[[11]]
$prods[[11]]$Id
[1] "DYAJ81-A9007I9D9"
$prods[[11]]$cateId
[1] "DYAJ83"
$prods[[11]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9D9000_57dad9556e595.jpg"
$prods[[11]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007I9D9000_5810113d9c932.jpg"
$prods[[11]]$name
[1] "Apple iPhone 7 (128G)"
$prods[[11]]$describe
[1] "銀色|金色★藍牙喇叭週邊組Apple iPhone 7 (128G) "
$prods[[11]]$price
[1] 29900
$prods[[11]]$author
[1] ""
$prods[[11]]$brand
[1] ""
$prods[[11]]$publishDate
[1] ""
$prods[[11]]$isNC17
[1] 0
$prods[[11]]$couponActid
list()
$prods[[12]]
$prods[[12]]$Id
[1] "DYAGBG-A9006WILK"
$prods[[12]]$cateId
[1] "DYAR00"
$prods[[12]]$picS
[1] "/pic/v1/data/item/201603/D/Y/A/G/B/G/sDYAGBG-A9006WILK000_56ea94f2d5706.jpg"
$prods[[12]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/G/B/G/DYAGBG-A9006WILK000_58100f06d35ae.jpg"
$prods[[12]]$name
[1] "ESR億色 Apple iPhone 6 Plus/6s Plus手機殼 保護殼 晶耀系列 蘋果6背殼 超薄電鍍邊框軟殼"
$prods[[12]]$describe
[1] "ESR Apple iPhone 6 Plus/6s Plus手機殼/保護殼 初色晶耀系列 蘋果iPhone6 Plus/6s Plus背殼 電鍍邊框軟殼 超薄手機保護殼/套"
$prods[[12]]$price
[1] 179
$prods[[12]]$author
[1] ""
$prods[[12]]$brand
[1] ""
$prods[[12]]$publishDate
[1] ""
$prods[[12]]$isNC17
[1] 0
$prods[[12]]$couponActid
list()
$prods[[13]]
$prods[[13]]$Id
[1] "DYAJ84-A9007I8HJ"
$prods[[13]]$cateId
[1] "DYAJ85"
$prods[[13]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/4/sDYAJ84-A9007I8HJ000_57d7b66b5c2f1.jpg"
$prods[[13]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/4/DYAJ84-A9007I8HJ000_57d8b0e4d5f7f.jpg"
$prods[[13]]$name
[1] "Apple iPhone 7 Plus (256G)"
$prods[[13]]$describe
[1] "★行電萬用週邊組!!★Apple iPhone 7 Plus (256G) 智慧型手機"
$prods[[13]]$price
[1] 39900
$prods[[13]]$author
[1] ""
$prods[[13]]$brand
[1] ""
$prods[[13]]$publishDate
[1] ""
$prods[[13]]$isNC17
[1] 0
$prods[[13]]$couponActid
list()
$prods[[14]]
$prods[[14]]$Id
[1] "DYAJ81-A9007I9D3"
$prods[[14]]$cateId
[1] "DYAJ81"
$prods[[14]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9D3000_57daaa9098d9e.jpg"
$prods[[14]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/J/8/1/DYAJ81-A9007I9D3000_580d70f996889.jpg"
$prods[[14]]$name
[1] "Apple iPhone 7 (32G)"
$prods[[14]]$describe
[1] "▼每日強檔‧瘋殺特賣▼黑色|玫瑰金★週邊防護組Apple iPhone 7 (32G) "
$prods[[14]]$price
[1] 24990
$prods[[14]]$author
[1] ""
$prods[[14]]$brand
[1] ""
$prods[[14]]$publishDate
[1] ""
$prods[[14]]$isNC17
[1] 0
$prods[[14]]$couponActid
list()
$prods[[15]]
$prods[[15]]$Id
[1] "DYAI6B-A9007INQL"
$prods[[15]]$cateId
[1] "DYAI6B"
$prods[[15]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/I/6/B/sDYAI6B-A9007INQL000_57dfd372bb376.jpg"
$prods[[15]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/I/6/B/DYAI6B-A9007INQL000_57dfd372ba4b5.jpg"
$prods[[15]]$name
[1] "Apple Watch第二代 太空灰色鋁金屬錶殼搭配黑色運動型錶帶"
$prods[[15]]$describe
[1] "Apple Watch第二代 太空灰色鋁金屬錶殼搭配黑色運動型錶帶"
$prods[[15]]$price
[1] 13500
$prods[[15]]$author
[1] ""
$prods[[15]]$brand
[1] ""
$prods[[15]]$publishDate
[1] ""
$prods[[15]]$isNC17
[1] 0
$prods[[15]]$couponActid
list()
$prods[[16]]
$prods[[16]]$Id
[1] "DYAJ81-A9007I9KO"
$prods[[16]]$cateId
[1] "DYAJ86"
$prods[[16]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007I9KO000_57dafe0947c50.jpg"
$prods[[16]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/DYAJ81-A9007I9KO000_57d94ed0760cf.jpg"
$prods[[16]]$name
[1] "Apple iPhone 7 Plus (128G)"
$prods[[16]]$describe
[1] "銀色|金色★行電周邊組Apple iPhone 7 Plus (128G) "
$prods[[16]]$price
[1] 36500
$prods[[16]]$author
[1] ""
$prods[[16]]$brand
[1] ""
$prods[[16]]$publishDate
[1] ""
$prods[[16]]$isNC17
[1] 0
$prods[[16]]$couponActid
list()
$prods[[17]]
$prods[[17]]$Id
[1] "DGAX73-A9006LF1U"
$prods[[17]]$cateId
[1] "DGAX73"
$prods[[17]]$picS
[1] "/pic/v1/data/item/201510/D/G/A/X/7/3/sDGAX73-A9006LF1U000_56331db66b5d3.jpg"
$prods[[17]]$picB
[1] "/pic/v1/data/item/201610/D/G/A/X/7/3/DGAX73-A9006LF1U000_58100f55d1584.jpg"
$prods[[17]]$name
[1] "Apple TV 32G(MGY52TA/A)"
$prods[[17]]$describe
[1] "Apple TV 32G(MGY52TA/A)"
$prods[[17]]$price
[1] 5190
$prods[[17]]$author
[1] ""
$prods[[17]]$brand
[1] ""
$prods[[17]]$publishDate
[1] ""
$prods[[17]]$isNC17
[1] 0
$prods[[17]]$couponActid
list()
$prods[[18]]
$prods[[18]]$Id
[1] "DYAM6K-A90078VOR"
$prods[[18]]$cateId
[1] "DYAM6K"
$prods[[18]]$picS
[1] "/pic/v1/data/item/201605/D/Y/A/M/6/K/sDYAM6K-A90078VOR000_573afef9962c0.jpg"
$prods[[18]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/M/6/K/DYAM6K-A90078VOR000_5806d6f3d6d85.jpg"
$prods[[18]]$name
[1] "Apple 9.7吋 iPad Pro WiFi版 32GB"
$prods[[18]]$describe
[1] "▼送9H 耐磨鋼化玻璃保護貼▼9.7吋 iPad Pro Wi-Fi 32GB"
$prods[[18]]$price
[1] 19900
$prods[[18]]$author
[1] ""
$prods[[18]]$brand
[1] ""
$prods[[18]]$publishDate
[1] ""
$prods[[18]]$isNC17
[1] 0
$prods[[18]]$couponActid
list()
$prods[[19]]
$prods[[19]]$Id
[1] "DYAJ81-A9007IDT5"
$prods[[19]]$cateId
[1] "DYAJ81"
$prods[[19]]$picS
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/sDYAJ81-A9007IDT5000_57d93ee659028.jpg"
$prods[[19]]$picB
[1] "/pic/v1/data/item/201609/D/Y/A/J/8/1/DYAJ81-A9007IDT5000_57d93ee657847.jpg"
$prods[[19]]$name
[1] "Apple iPhone 7 (32G)"
$prods[[19]]$describe
[1] "四色★加送藍牙耳機+氣墊空壓殼+保護貼+觸控筆Apple iPhone 7 (32G) "
$prods[[19]]$price
[1] 25990
$prods[[19]]$author
[1] ""
$prods[[19]]$brand
[1] ""
$prods[[19]]$publishDate
[1] ""
$prods[[19]]$isNC17
[1] 0
$prods[[19]]$couponActid
list()
$prods[[20]]
$prods[[20]]$Id
[1] "DYAJ84-A9007KFVA"
$prods[[20]]$cateId
[1] "DYAJ84"
$prods[[20]]$picS
[1] "/pic/v1/data/item/201610/D/Y/A/J/8/4/sDYAJ84-A9007KFVA000_57fc53b7b6285.jpg"
$prods[[20]]$picB
[1] "/pic/v1/data/item/201610/D/Y/A/J/8/4/DYAJ84-A9007KFVA000_57fc53b7b503e.jpg"
$prods[[20]]$name
[1] "Apple iPhone 7 Plus (32G)"
$prods[[20]]$describe
[1] "三色★送藍芽耳機+氣墊空壓殼+觸控筆Apple iPhone 7 Plus (32G) "
$prods[[20]]$price
[1] 31999
$prods[[20]]$author
[1] ""
$prods[[20]]$brand
[1] ""
$prods[[20]]$publishDate
[1] ""
$prods[[20]]$isNC17
[1] 0
$prods[[20]]$couponActid
list()
【Parser】解析所得資料：非結構化資料
【Data】資料處理與儲存
write.csv: write data.frame as csv filedownload.file: save html, jpeg, etcwriteBin: write binary object into diskRSQLite: SQLite connector in R
【Data】資料處理與儲存：連結各種資料庫
【Data】資料處理與儲存
RSQLite示範
嘗試把內建的資料集iris存入資料庫
library(RSQLite)
# 創建一個存放資料庫的資料夾
dir.create("db")
# 創建名為 Test 的資料庫
db = dbConnect(SQLite(),
dbname="db/Test.sqlite")
# 將資料集 iris 存到資料庫 db 中，存成名為 IRIS 的資料表
dbWriteTable(conn = db, name = "IRIS",
iris, overwrite=T,
row.names=FALSE)
[1] TRUE
# 讀取 db 資料庫中的 IRIS 資料表
data = dbReadTable(db, "IRIS")
data
Sepal.Length Sepal.Width Petal.Length Petal.Width Species
1 5.1 3.5 1.4 0.2 setosa
2 4.9 3.0 1.4 0.2 setosa
3 4.7 3.2 1.3 0.2 setosa
4 4.6 3.1 1.5 0.2 setosa
5 5.0 3.6 1.4 0.2 setosa
6 5.4 3.9 1.7 0.4 setosa
7 4.6 3.4 1.4 0.3 setosa
8 5.0 3.4 1.5 0.2 setosa
9 4.4 2.9 1.4 0.2 setosa
10 4.9 3.1 1.5 0.1 setosa
11 5.4 3.7 1.5 0.2 setosa
12 4.8 3.4 1.6 0.2 setosa
13 4.8 3.0 1.4 0.1 setosa
14 4.3 3.0 1.1 0.1 setosa
15 5.8 4.0 1.2 0.2 setosa
16 5.7 4.4 1.5 0.4 setosa
17 5.4 3.9 1.3 0.4 setosa
18 5.1 3.5 1.4 0.3 setosa
19 5.7 3.8 1.7 0.3 setosa
20 5.1 3.8 1.5 0.3 setosa
21 5.4 3.4 1.7 0.2 setosa
22 5.1 3.7 1.5 0.4 setosa
23 4.6 3.6 1.0 0.2 setosa
24 5.1 3.3 1.7 0.5 setosa
25 4.8 3.4 1.9 0.2 setosa
26 5.0 3.0 1.6 0.2 setosa
27 5.0 3.4 1.6 0.4 setosa
28 5.2 3.5 1.5 0.2 setosa
29 5.2 3.4 1.4 0.2 setosa
30 4.7 3.2 1.6 0.2 setosa
31 4.8 3.1 1.6 0.2 setosa
32 5.4 3.4 1.5 0.4 setosa
33 5.2 4.1 1.5 0.1 setosa
34 5.5 4.2 1.4 0.2 setosa
35 4.9 3.1 1.5 0.2 setosa
36 5.0 3.2 1.2 0.2 setosa
37 5.5 3.5 1.3 0.2 setosa
38 4.9 3.6 1.4 0.1 setosa
39 4.4 3.0 1.3 0.2 setosa
40 5.1 3.4 1.5 0.2 setosa
41 5.0 3.5 1.3 0.3 setosa
42 4.5 2.3 1.3 0.3 setosa
43 4.4 3.2 1.3 0.2 setosa
44 5.0 3.5 1.6 0.6 setosa
45 5.1 3.8 1.9 0.4 setosa
46 4.8 3.0 1.4 0.3 setosa
47 5.1 3.8 1.6 0.2 setosa
48 4.6 3.2 1.4 0.2 setosa
49 5.3 3.7 1.5 0.2 setosa
50 5.0 3.3 1.4 0.2 setosa
51 7.0 3.2 4.7 1.4 versicolor
52 6.4 3.2 4.5 1.5 versicolor
53 6.9 3.1 4.9 1.5 versicolor
54 5.5 2.3 4.0 1.3 versicolor
55 6.5 2.8 4.6 1.5 versicolor
56 5.7 2.8 4.5 1.3 versicolor
57 6.3 3.3 4.7 1.6 versicolor
58 4.9 2.4 3.3 1.0 versicolor
59 6.6 2.9 4.6 1.3 versicolor
60 5.2 2.7 3.9 1.4 versicolor
61 5.0 2.0 3.5 1.0 versicolor
62 5.9 3.0 4.2 1.5 versicolor
63 6.0 2.2 4.0 1.0 versicolor
64 6.1 2.9 4.7 1.4 versicolor
65 5.6 2.9 3.6 1.3 versicolor
66 6.7 3.1 4.4 1.4 versicolor
67 5.6 3.0 4.5 1.5 versicolor
68 5.8 2.7 4.1 1.0 versicolor
69 6.2 2.2 4.5 1.5 versicolor
70 5.6 2.5 3.9 1.1 versicolor
71 5.9 3.2 4.8 1.8 versicolor
72 6.1 2.8 4.0 1.3 versicolor
73 6.3 2.5 4.9 1.5 versicolor
74 6.1 2.8 4.7 1.2 versicolor
75 6.4 2.9 4.3 1.3 versicolor
76 6.6 3.0 4.4 1.4 versicolor
77 6.8 2.8 4.8 1.4 versicolor
78 6.7 3.0 5.0 1.7 versicolor
79 6.0 2.9 4.5 1.5 versicolor
80 5.7 2.6 3.5 1.0 versicolor
81 5.5 2.4 3.8 1.1 versicolor
82 5.5 2.4 3.7 1.0 versicolor
83 5.8 2.7 3.9 1.2 versicolor
84 6.0 2.7 5.1 1.6 versicolor
85 5.4 3.0 4.5 1.5 versicolor
86 6.0 3.4 4.5 1.6 versicolor
87 6.7 3.1 4.7 1.5 versicolor
88 6.3 2.3 4.4 1.3 versicolor
89 5.6 3.0 4.1 1.3 versicolor
90 5.5 2.5 4.0 1.3 versicolor
91 5.5 2.6 4.4 1.2 versicolor
92 6.1 3.0 4.6 1.4 versicolor
93 5.8 2.6 4.0 1.2 versicolor
94 5.0 2.3 3.3 1.0 versicolor
95 5.6 2.7 4.2 1.3 versicolor
96 5.7 3.0 4.2 1.2 versicolor
97 5.7 2.9 4.2 1.3 versicolor
98 6.2 2.9 4.3 1.3 versicolor
99 5.1 2.5 3.0 1.1 versicolor
100 5.7 2.8 4.1 1.3 versicolor
101 6.3 3.3 6.0 2.5 virginica
102 5.8 2.7 5.1 1.9 virginica
103 7.1 3.0 5.9 2.1 virginica
104 6.3 2.9 5.6 1.8 virginica
105 6.5 3.0 5.8 2.2 virginica
106 7.6 3.0 6.6 2.1 virginica
107 4.9 2.5 4.5 1.7 virginica
108 7.3 2.9 6.3 1.8 virginica
109 6.7 2.5 5.8 1.8 virginica
110 7.2 3.6 6.1 2.5 virginica
111 6.5 3.2 5.1 2.0 virginica
112 6.4 2.7 5.3 1.9 virginica
113 6.8 3.0 5.5 2.1 virginica
114 5.7 2.5 5.0 2.0 virginica
115 5.8 2.8 5.1 2.4 virginica
116 6.4 3.2 5.3 2.3 virginica
117 6.5 3.0 5.5 1.8 virginica
118 7.7 3.8 6.7 2.2 virginica
119 7.7 2.6 6.9 2.3 virginica
120 6.0 2.2 5.0 1.5 virginica
121 6.9 3.2 5.7 2.3 virginica
122 5.6 2.8 4.9 2.0 virginica
123 7.7 2.8 6.7 2.0 virginica
124 6.3 2.7 4.9 1.8 virginica
125 6.7 3.3 5.7 2.1 virginica
126 7.2 3.2 6.0 1.8 virginica
127 6.2 2.8 4.8 1.8 virginica
128 6.1 3.0 4.9 1.8 virginica
129 6.4 2.8 5.6 2.1 virginica
130 7.2 3.0 5.8 1.6 virginica
131 7.4 2.8 6.1 1.9 virginica
132 7.9 3.8 6.4 2.0 virginica
133 6.4 2.8 5.6 2.2 virginica
134 6.3 2.8 5.1 1.5 virginica
135 6.1 2.6 5.6 1.4 virginica
136 7.7 3.0 6.1 2.3 virginica
137 6.3 3.4 5.6 2.4 virginica
138 6.4 3.1 5.5 1.8 virginica
139 6.0 3.0 4.8 1.8 virginica
140 6.9 3.1 5.4 2.1 virginica
141 6.7 3.1 5.6 2.4 virginica
142 6.9 3.1 5.1 2.3 virginica
143 5.8 2.7 5.1 1.9 virginica
144 6.8 3.2 5.9 2.3 virginica
145 6.7 3.3 5.7 2.5 virginica
146 6.7 3.0 5.2 2.3 virginica
147 6.3 2.5 5.0 1.9 virginica
148 6.5 3.0 5.2 2.0 virginica
149 6.2 3.4 5.4 2.3 virginica
150 5.9 3.0 5.1 1.8 virginica